{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic usage of the `Hypersolver` API"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We showcase the `torchdyn` API for [hypersolvers](https://arxiv.org/pdf/2007.09601.pdf). Hypersolvers, or hybrid ODE solvers equipped with a neural network to approximate residuals, are seamlessly integrated into the `odeint` API. A major design of the API is exactly preserving a persistent state for the solver, which in the case of standard ODE solvers contains the Tableau. For hypersolvers, the state also contains their hypernetwork parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from torchdyn.core import NeuralODE\n",
    "from torchdyn.datasets import *\n",
    "from torchdyn.numerics import odeint, Euler, HyperEuler\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# quick run for automated notebook validation\n",
    "dry_run = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Lorenz(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.p = nn.Linear(1,1)\n",
    "    \n",
    "    def forward(self, t, x):\n",
    "        x1, x2, x3 = x[...,:1], x[...,1:2], x[...,2:]\n",
    "        dx1 = 10 * (x2 - x1)\n",
    "        dx2 = x1 * (28 - x3) - x2\n",
    "        dx3 = x1 * x2 - 8/3 * x3\n",
    "        return torch.cat([dx1, dx2, dx3], -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "x0 = torch.randn(512, 3) + 15 # solve 512 IVPs in parallel!\n",
    "t_span = torch.linspace(0, 5, 4000)\n",
    "sys = Lorenz()\n",
    "if dry_run: t_eval, sol_gt = odeint(sys, x0, t_span, solver='tsit5', atol=1e-3, rtol=1e-3)\n",
    "else: t_eval, sol_gt = odeint(sys, x0, t_span, solver='tsit5', atol=1e-8, rtol=1e-8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 4))\n",
    "axs = fig.subplots(3,1)\n",
    "axs[0].plot(sol_gt[:,:4,0], c='black'); axs[1].plot(sol_gt[:,:4,1], c='r'); axs[2].plot(sol_gt[:,:4,2], c='b');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Can we speed up simulation?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "class VanillaHyperNet(nn.Module):\n",
    "    def __init__(self, net):\n",
    "        super().__init__()\n",
    "        self.net = net\n",
    "        for p in self.net.parameters():\n",
    "            torch.nn.init.uniform_(p, 0, 1e-5)\n",
    "    def forward(self, t, x):\n",
    "        return self.net(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "net = nn.Sequential(nn.Linear(3, 64), nn.Softplus(), nn.Linear(64, 64), nn.Softplus(), nn.Linear(64, 3))\n",
    "hypersolver = HyperEuler(VanillaHyperNet(net))\n",
    "t_eval, sol = odeint(sys, x0, t_span, solver=hypersolver)\n",
    "sol = sol.detach()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Error on $x_2$')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1008 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 14))\n",
    "axs = fig.subplots(6,1)\n",
    "axs[0].plot(sol[:,:4,0], c='black'); axs[2].plot(sol[:,:4,1], c='r'); axs[4].plot(sol[:,:4,2], c='b');\n",
    "axs[0].set_xticks([]); axs[2].set_xticks([]); axs[4].set_xticks([])\n",
    "# The error accumulates as Euler (base solver of HyperEuler) does not converge here. \n",
    "# Here we plot the errors (mean across batches of initial conditions)\n",
    "axs[1].plot((sol-sol_gt).abs().mean(1).sum(1), c='black')\n",
    "axs[1].set_title('Error on $x_0$')\n",
    "axs[3].plot((sol-sol_gt).abs().mean(1).sum(1), c='r')\n",
    "axs[3].set_title('Error on $x_1$')\n",
    "axs[5].plot((sol-sol_gt).abs().mean(1).sum(1), c='b');\n",
    "axs[5].set_title('Error on $x_2$')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Train the Hypersolver"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can train our hypersolver on residuals between ground-truth solution and base solver (in this case Euler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_solver = Euler()\n",
    "X = sol_gt[:-1].reshape(-1, 3)\n",
    "X_next_gt = sol_gt[1:].reshape(-1, 3)\n",
    "# step forward (fixed-step, time-invariant system hence any `t` as first argument is fine) with base solver\n",
    "dt = t_span[1] - t_span[0]\n",
    "_, X_next, _ = base_solver.step(sys, X, 0., dt) # step returns a Tuple (k1, berr, sol). The first two values are used internally\n",
    "# within `odeint`\n",
    "residuals = (X_next_gt - X_next) / dt**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\") \n",
    "model = nn.DataParallel(hypersolver, device_ids=[0,1]) # feel free to change here according to your setup and GPU available.\n",
    "model = model.to(device)\n",
    "X = X.to(device)\n",
    "residuals = residuals.to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step: 299999, Residual loss: 134.91475\r"
     ]
    }
   ],
   "source": [
    "# training will take a while...\n",
    "opt = torch.optim.Adadelta(model.parameters(), lr=3e-4)\n",
    "if dry_run: STEPS = 2\n",
    "else: STEPS = 300000\n",
    "\n",
    "\n",
    "loss_func = nn.MSELoss()\n",
    "hypernet = model.module.hypernet\n",
    "for k in range(STEPS):\n",
    "    residuals_hypersolver = hypernet(0., X)\n",
    "    loss = loss_func(residuals, residuals_hypersolver)\n",
    "    print(f'Step: {k}, Residual loss: {loss:.3f}', end='\\r')\n",
    "    loss.backward(); opt.step(); opt.zero_grad()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "# roughly twice as fast as a rk4 (3 orders higher). How does the accuracy compare to the base solver (and others)?\n",
    "# sampling different initial conditions (off distribution to test generalization)\n",
    "x0 = torch.randn(5, 3) + 14 # solve 5 IVPs in parallel!\n",
    "\n",
    "hypersolver = hypersolver.to(device)\n",
    "x0 = x0.to(device)\n",
    "\n",
    "t0 = time.time()\n",
    "t_eval, sol = odeint(sys, x0, t_span, solver=hypersolver)\n",
    "sol = sol.detach().cpu()\n",
    "hyper_sol_time = time.time() - t0\n",
    "\n",
    "t0 = time.time()\n",
    "t_eval, base_sol = odeint(sys, x0, t_span, solver='euler')\n",
    "base_sol = base_sol.detach().cpu()\n",
    "base_sol_time = time.time() - t0\n",
    "\n",
    "t0 = time.time()\n",
    "t_eval, rk4_sol = odeint(sys, x0, t_span, solver='rk4')\n",
    "rk4_sol = rk4_sol.detach().cpu()\n",
    "rk4_sol_time = time.time() - t0\n",
    "\n",
    "t0 = time.time()\n",
    "t_eval, dp5_low_sol = odeint(sys, x0, t_span, solver='dopri5', atol=1e-3, rtol=1e-3)\n",
    "dp5_low_sol = dp5_low_sol.detach().cpu()\n",
    "dp5_low_time = time.time() - t0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "if dry_run: t_eval, sol_gt = odeint(sys, x0, t_span, solver='tsit5', atol=1e-2, rtol=1e-2)\n",
    "else: t_eval, sol_gt = odeint(sys, x0, t_span, solver='tsit5', atol=1e-6, rtol=1e-6)\n",
    "sol_gt = sol_gt.detach().cpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "def smape(yhat, y):\n",
    "    return torch.abs(yhat - y) / (torch.abs(yhat) + torch.abs(y)) / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Wall-clock sol time')"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "error_hyper = smape(sol_gt, sol).mean(1).sum(1)\n",
    "error_base = smape(sol_gt, base_sol).mean(1).sum(1)\n",
    "error_rk4 = smape(sol_gt, rk4_sol).mean(1).sum(1)\n",
    "error_dp5 = smape(sol_gt, dp5_low_sol).mean(1).sum(1)\n",
    "\n",
    "fig = plt.figure(figsize=(16,4))\n",
    "ax = fig.add_subplot(1,4,1)\n",
    "for i in range(4):\n",
    "    for j in range(3):\n",
    "        ax.plot(sol[:,i,j], c='r', alpha=0.4)\n",
    "        ax.plot(dp5_low_sol[:,i,j], c='black')\n",
    "        ax.plot(sol_gt[:,i,j], c='blue')\n",
    "        ax.legend(['HyperEuler', 'Other'])\n",
    "        \n",
    "ax = fig.add_subplot(1,4,2)\n",
    "for i in range(4):\n",
    "    ax.plot(sol[:,i,0], sol[:,i,2], c='r')\n",
    "    ax.plot(dp5_low_sol[:,i,0], dp5_low_sol[:,i,2], c='black')\n",
    "    ax.plot(sol_gt[:,i,0], sol_gt[:,i,2], c='blue')\n",
    "\n",
    "\n",
    "ax = fig.add_subplot(1,4,3)\n",
    "ax.plot(error_hyper, c='r')\n",
    "ax.plot(error_base, c='green')\n",
    "ax.plot(error_rk4, c='orange')\n",
    "ax.plot(error_dp5, c='black')\n",
    "ax.set_yscale('log')\n",
    "ax.legend(['HyperEuler', 'Euler', 'RK4', 'DP45(low)'])\n",
    "ax.set_title('Errors, logscale')\n",
    "\n",
    "\n",
    "times = [hyper_sol_time, base_sol_time, rk4_sol_time, dp5_low_time]\n",
    "ax = fig.add_subplot(1,4,4)\n",
    "colors = ['r', 'g', 'orange', 'black']\n",
    "for k in range(4):\n",
    "    barlist = ax.bar(0 + k, times[k:k+1], color=colors[k], alpha=0.4, edgecolor='black')\n",
    "ax.legend(['HyperEuler', 'Euler', 'RK4', 'DP45(low)'])\n",
    "ax.set_title('Wall-clock sol time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great!  (try to resume training to further improve accuracy of HyperEuler)\n",
    "\n",
    "For the curious, here are more applications of [hypersolvers to Neural ODEs](https://github.com/DiffEqML/diffeqml-research/tree/master/hypersolver). For those interested in hypersolvers usage for non-neural ODEs, here is further analysis specifically centered around [HyperEuler](https://arxiv.org/abs/2003.09573#:~:text=In%20this%20paper%2C%20we%20propose,with%20a%20large%20step%20size.) (or DeepEuler). Note: we have other hypersolvers in `torchdyn`! The API also allows you to quickly wrap a given solver to turn it into its hyper-variant, see `torchdyn.numerics.hypersolvers.py`.\n",
    "\n",
    "For more applications of hypersolvers, check out the optimal control tutorial in module 3."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torchdyn",
   "language": "python",
   "name": "torchdyn"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
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 },
 "nbformat": 4,
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}
